{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"../\")\n",
    "from initial_dataSet import DataSet\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import torch\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "read_dir='E:/文档/知识点交互认知诊断/实验结果/'\n",
    "\n",
    "data=pd.read_csv(read_dir+'敏感度实验.csv',index_col=0)\n",
    "dataSet_list = ('ASSIST_0910', 'ASSIST_2017', 'JUNYI', 'MathEC')\n",
    "index_list=['dataSet','n_splits','potential_num','batch_size','test_ratio']\n",
    "value_list=['acc', 'auc', 'rmse', 'mae']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_data=pd.DataFrame(columns=index_list+value_list)\n",
    "counter=0\n",
    "for idx in range(0,len(data),5):\n",
    "    data_i=data.iloc[idx:idx+5,:]\n",
    "    assert len(data_i)==5\n",
    "    mean_data.loc[counter,index_list]=data_i.loc[idx,index_list]\n",
    "    mean_data.loc[counter,value_list]=data_i.loc[:,value_list].mean()\n",
    "    counter+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# mean_data.to_csv(read_dir+'敏感度均值.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "split_list=np.unique(mean_data['n_splits']).astype('int').tolist()\n",
    "poten_list=np.unique(mean_data['potential_num']).astype('int').tolist()\n",
    "batch_list=np.unique(mean_data['batch_size']).astype('int').tolist()\n",
    "ratio_list=(1-np.unique(mean_data['test_ratio']).astype('float')).tolist()\n",
    "unique_list=[split_list,poten_list,batch_list,ratio_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "stand_split=2\n",
    "stand_poten=32\n",
    "stand_batch=64\n",
    "stand_ratio=0.8\n",
    "stand_list=[stand_split,stand_poten,stand_batch,stand_ratio]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_index_list=['dataSet','n_splits','potential_num','batch_size','train_ratio']\n",
    "mean_data['train_ratio']=1-mean_data['test_ratio']\n",
    "\n",
    "mean_data=mean_data.drop(['test_ratio'],axis=1).set_index(new_index_list).sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_list=['n_splits','potential_num','batch_size','train_ratio']\n",
    "y_label=['AUC','RMSE']\n",
    "title=['(a)','(b)']\n",
    "x_label=['Alpha (α)','Potential Abality Number','Batch Size','Train Set Ratio']\n",
    "legend=['ASSIST0910','ASSIST2017','JunYi', 'MathEC', 'KddCup']\n",
    "ylim=[(0.7,1.0),(0.3,0.6)]\n",
    "\n",
    "line_style=['--x','--<','-o','-s','-^']\n",
    "color_list=['#3274a1','#e1812c','#3a923a','#cb3335','#d8b445']\n",
    "markersize=9\n",
    "\n",
    "# 坐标轴的刻度设置向内(in)或向外(out)\n",
    "plt.rcParams['xtick.direction'] = 'in'\n",
    "plt.rcParams['ytick.direction'] = 'in'\n",
    "\n",
    "for i,x_name in enumerate(x_list):\n",
    "    idx=stand_list.copy()\n",
    "    idx[i]=unique_list[i]\n",
    "    plt.subplots(figsize=(10,3))\n",
    "    plt.subplots_adjust(wspace=0.25,hspace=0.25)\n",
    "    for k,dataSet in enumerate(dataSet_list):\n",
    "        now_idx=[dataSet]+idx\n",
    "        now_data=mean_data.loc[tuple(now_idx),:].reset_index().sort_values(by=x_name)\n",
    "\n",
    "        for j,y_name in enumerate(['auc','rmse']):\n",
    "            plt.subplot(1,2,j+1)\n",
    "            plt.plot(now_data[x_name],now_data[y_name],line_style[k],color=color_list[k],\n",
    "                     markerfacecolor='none',markersize=markersize)\n",
    "            plt.title(title[j],fontdict={'family':'Times New Roman', 'size': 15})\n",
    "            plt.ylabel(y_label[j],fontdict={'family':'Times New Roman', 'size': 15})\n",
    "            plt.yticks(fontproperties = 'Times New Roman', size = 11)\n",
    "            plt.xlabel(x_label[i],fontdict={'family':'Times New Roman', 'size': 15})\n",
    "            plt.xticks(unique_list[i],fontproperties = 'Times New Roman', size = 11)\n",
    "            plt.legend(legend,framealpha=0.9,ncol=2,labelspacing=0.3,\n",
    "                       handlelength=1.2,fancybox=False,\n",
    "                       prop={'family':'Times New Roman', 'size': 12})\n",
    "            plt.grid(axis='y',linestyle = '-',zorder=0)\n",
    "            plt.ylim(ylim[j])\n",
    "    plt.savefig('./output/'+x_name+'-sensitivity.jpg',dpi=1200,bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "# plt.savefig('./output/sensitivity.jpg',dpi=800,bbox_inches='tight')\n",
    "# plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "527a93331b4b1a8345148922acc34427fb7591433d63b66d32040b6fbbc6d593"
  },
  "kernelspec": {
   "display_name": "Python 3.8.12 ('pytorch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
